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Table 4 Results by classifiers (with standard error at 90%)

From: Synonym set extraction from the biomedical literature by lexical pattern discovery

 

Precision

Recall

F-Measure

Occurrence

1.7 ± 0.2%

63.4 ± 7.0%

3.3 ± 3.7%

Naïve Bayes

30.6 ± 5.3%

37.5 ± 7.1%

33.8 ± 5.7%

Logistic Regression

40.8 ± 7.6%

29.7 ± 6.6%

34.2 ± 6.6%

C4.5

74.1 ± 11.7%

21.3 ± 6.0%

33.1 ± 7.8%

SVM

82.2 ± 10.5%

22.8 ± 6.1%

35.7 ± 7.9%

Logistic Regression & Synset Formation

39.6 ± 6.7%

35.6 ± 6.9%

37.5 ± 6.3%

SVM & Synset Formation

73.2 ± 9.8%

29.7 ± 6.7%

42.3 ± 7.7%